{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/cyx/anaconda3/envs/py38/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from os.path import join as opj\n",
    "\n",
    "import numpy as np\n",
    "from omegaconf import OmegaConf\n",
    "from copy import deepcopy\n",
    "import torch\n",
    "from datetime import datetime\n",
    "from einops import rearrange\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "\n",
    "from cuts_main import CUTS\n",
    "from utils.cuts_parts import *\n",
    "from utils.gumbel_softmax import gumbel_softmax\n",
    "from utils.misc import plot_causal_matrix, reproduc, prepross_data\n",
    "from utils.data_interpolate import interp_multivar_data\n",
    "from utils.load_data import simulate_var_from_links\n",
    "from utils.logger import MyLogger\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt = OmegaConf.load(\"./cuts_example.yaml\")\n",
    "device = \"cuda\"\n",
    "\n",
    "reproduc(**opt.reproduc)\n",
    "timestamp = datetime.now().strftime(\"_%Y_%m%d_%H%M%S_%f\")\n",
    "opt.task_name += timestamp\n",
    "proj_path = opj(opt.dir_name, opt.task_name)\n",
    "log = MyLogger(log_dir=proj_path, **opt.log)\n",
    "log.log_opt(opt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data shape:  (10000, 3, 1)\n",
      "Generated random missing with missing_prob: 0.3000\n"
     ]
    }
   ],
   "source": [
    "data, true_cm = simulate_var_from_links(**opt.data.param)\n",
    "\n",
    "\n",
    "T, N, D = data.shape\n",
    "print(\"Data shape: \", data.shape)\n",
    "data = prepross_data(data)\n",
    "\n",
    "mask = np.ones_like(data)\n",
    "np.random.seed(opt.data.pre_sample.random_missing.seed)\n",
    "p = opt.data.pre_sample.random_missing.missing_prob\n",
    "missing_var = opt.data.pre_sample.random_missing.missing_var\n",
    "if isinstance(missing_var, str) and missing_var==\"all\":\n",
    "    mask = np.random.choice([0,1], size=mask.shape, p=[p,1-p])\n",
    "else:\n",
    "    for var_i in missing_var:\n",
    "        mask[:,var_i] = np.random.choice([0,1], size=mask[:,var_i].shape, p=[p,1-p])\n",
    "print(f\"Generated random missing with missing_prob: {p:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sampled_data = data * mask\n",
    "interp_data = interp_multivar_data(sampled_data, mask, interp=opt.data.init_fill)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=[10,10])\n",
    "plt.plot(np.arange(0, 100, 1), data[:100,1,0], label=\"original\", alpha=0.5)\n",
    "# plt.plot(np.arange(0, 100, 1), interp_data[:100,1,0], label=\"interp\", c=\"red\")\n",
    "plt.scatter(np.argwhere(mask[:100,1,0]), data[np.argwhere(mask[:100,1,0]),1,0], label=\"sampled points\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sub_cg = plot_causal_matrix(true_cm, figsize=[4, 3], vmin=0, vmax=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using masked supervision for data prediction (masked_before_50)......\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 10%|█         | 10/100 [00:26<03:42,  2.47s/it, S2 loss=0.72, spr=0.36, auc=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data update started!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|█████     | 50/100 [02:14<02:16,  2.73s/it, S2 loss=0.74, spr=0.35, auc=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using full supervision for data prediction......\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [04:28<00:00,  2.69s/it, S2 loss=0.60, spr=0.34, auc=1.0000]\n"
     ]
    }
   ],
   "source": [
    "multicad = CUTS(opt.cuts, log, device=device)\n",
    "multicad.train(interp_data, mask, data, true_cm)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.01827772 0.01798688 0.01829137]\n",
      " [0.98228604 0.0204882  0.01817936]\n",
      " [0.9822422  0.9861487  0.01460171]]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_prob_mat = torch.sigmoid(multicad.graph).detach().cpu().numpy()\n",
    "summary_mat = np.max(time_prob_mat, axis=2)\n",
    "print(summary_mat)\n",
    "sub_cg = plot_causal_matrix(summary_mat, figsize=[4, 3], vmin=0, vmax=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py38",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "ed346f90f449b5c241871454c13fbf8f078f2e3c6fbfb27cca0afb524791967d"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
